1.9

Adjusted Signal

1.9

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

12.1K

Stars

Rust

Language

583.5K

Lines of Code

2.1K

Files

1.1K

Pattern Hits

2026-10-31

Scan Date

0.00

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 8.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1039 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

Are imports declared and package/API names verified? 19 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1 finding(s).

PR Review Velocity Impact 9.1/100 · LOW

Which changes need focused human review? 1059 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 1HIGH 1MEDIUM 21LOW 1036

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 1059 distinct pattern matches across 10 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Over-Commented Block1014 hits · 1005 pts

Severity	File	Line	Snippet	Context
LOW	Cargo.toml	101	##	COMMENT
LOW	Cargo.toml	221	#! Blocking and async features are mutually exclusive and cause a compile-time error. This also means that `cargo … --al	COMMENT
LOW	Cargo.toml	401	[workspace.lints.rust]	COMMENT
LOW	deny.toml	1	# Note that all fields that take a lint level have these possible values:	COMMENT
LOW	gix-zlib/src/lib.rs	1	#![deny(missing_docs)]	COMMENT
LOW	gix-zlib/src/lib.rs	61	#[derive(Copy, Clone, PartialEq, Eq, Debug)]	COMMENT
LOW	gix-zlib/src/lib.rs	81	/// data has yet to be processed.	COMMENT
LOW	gix-zlib/src/stream/deflate/mod.rs	101	/// accumulate before producing output in order to maximize compression.	COMMENT
LOW	gix-sec/tests/sec/identity.rs	41	#[test]	COMMENT
LOW	gix-sec/src/lib.rs	1	//! A shared trust model for `gitoxide` crates.	COMMENT
LOW	gix-negotiate/src/lib.rs	21	/// The revision is known to be in common with the remote.	COMMENT
LOW	gix-transport/Cargo.toml	41	## NOTE: `https://` is NOT supported by default. You must enable one of the `http-client-reqwest-rust-tls`	COMMENT
LOW	gix-transport/tests/client/blocking_io/http/mod.rs	481	error: AuthenticationRequired {	COMMENT
LOW	gix-transport/tests/client/blocking_io/http/mod.rs	501	///	COMMENT
LOW	gix-transport/src/lib.rs	1	//! An implementation of the `git` transport layer, abstracting over all of its [versions][Protocol].	COMMENT
LOW	gix-transport/src/lib.rs	21		COMMENT
LOW	gix-transport/src/client/non_io_types.rs	1	/// Configure how a `RequestWriter` behaves when writing bytes.	COMMENT
LOW	gix-transport/src/client/traits.rs	21	fn set_identity(&mut self, _identity: gix_sec::identity::Account) -> std::result::Result<(), Error> {	COMMENT
LOW	gix-transport/src/client/async_io/bufread_ext.rs	21	/// This trait exists to get a version of a `gix_packetline::Provider` without type parameters,	COMMENT
LOW	gix-transport/src/client/async_io/traits.rs	21	/// In protocol version one, this is set to a list of refs and their peeled counterparts.	COMMENT
LOW	gix-transport/src/client/blocking_io/request.rs	101	///	COMMENT
LOW	gix-transport/src/client/blocking_io/bufread_ext.rs	21	pub trait ReadlineBufRead: io::BufRead {	COMMENT
LOW	gix-transport/src/client/blocking_io/traits.rs	21	}	COMMENT
LOW	gix-transport/src/client/blocking_io/http/mod.rs	61	/// The way to configure a proxy for authentication if a username is present in the configured proxy.	COMMENT
LOW	gix-transport/src/client/blocking_io/http/mod.rs	121		COMMENT
LOW	gix-transport/src/client/blocking_io/http/mod.rs	141	/// of bytes per second isn't reached.	COMMENT
LOW	gix-transport/src/client/blocking_io/http/mod.rs	161	/// If not overridden, it defaults to the user agent provided by `curl`, which is a deviation from how `git` handles	COMMENT
LOW	gix-diff/tests/diff/blob/slider.rs	181	/// This isolates whether the selected Myers or Histogram algorithm already agrees with Git.	COMMENT
LOW	gix-diff/tests/diff/blob/slider.rs	201	/// [`PostprocessNoHeuristicMatchesGitNoIndent`](Self::PostprocessNoHeuristicMatchesGitNoIndent),	COMMENT
LOW	gix-diff/tests/diff/blob/slider.rs	221	/// This comparison is available only in extended-report mode, which loads the additional	COMMENT
LOW	gix-diff/benches/blob.rs	1	//! In-memory blob diffs: `cargo bench -p gix-diff --bench blob`.	COMMENT
LOW	gix-diff/src/lib.rs	1	//! Algorithms for diffing various git object types and for generating patches, highly optimized for performance.	COMMENT
LOW	gix-diff/src/lib.rs	21	pub struct Rewrites {	COMMENT
LOW	gix-diff/src/rewrites/mod.rs	21	/// Determine in which set of files to search for copies.	COMMENT
LOW	gix-diff/src/rewrites/tracker.rs	41	/// conversions. What matters is that the IDs are comparable.	COMMENT
LOW	gix-diff/src/rewrites/tracker.rs	181	/// Can only be called once effectively as it alters its own state to assure each item is only emitted once.	COMMENT
LOW	gix-diff/src/tree/visit.rs	1	use gix_hash::ObjectId;	COMMENT
LOW	gix-diff/src/tree/function.rs	1	use std::{borrow::BorrowMut, collections::VecDeque};	COMMENT
LOW	gix-diff/src/tree_with_rewrites/change.rs	21	/// making it easy to reconstruct the top-level of directory changes.	COMMENT
LOW	gix-diff/src/tree_with_rewrites/change.rs	41	/// An entry was modified, e.g. changing the contents of a file adjusts its object id and turning	COMMENT
LOW	gix-diff/src/tree_with_rewrites/change.rs	61	/// In case of renames, this means they originally appeared as [`Deletion`](ChangeRef::Deletion) signalling their so	COMMENT
LOW	gix-diff/src/tree_with_rewrites/change.rs	81	///	COMMENT
LOW	gix-diff/src/tree_with_rewrites/change.rs	101	/// points to a deleted object, as renames are tracked as deletions and additions of the same or similar content	COMMENT
LOW	gix-diff/src/tree_with_rewrites/change.rs	121	id: gix_hash::ObjectId,	COMMENT
LOW	gix-diff/src/tree_with_rewrites/change.rs	141	///	COMMENT
LOW	gix-diff/src/tree_with_rewrites/change.rs	161	/// This variant can only be encountered if [rewrite tracking](super::Options::rewrites) is enabled.	COMMENT
LOW	gix-diff/src/tree_with_rewrites/change.rs	181	diff: Option<DiffLineStats>,	COMMENT
LOW	gix-diff/src/tree_with_rewrites/function.rs	1	use bstr::BStr;	COMMENT
LOW	gix-diff/src/index/mod.rs	61	previous_id: Cow<'lhs, gix_hash::oid>,	COMMENT
LOW	gix-diff/src/index/function.rs	21	///	COMMENT
LOW	gix-diff/src/blob/mod.rs	1	//! For using text diffs, please have a look at the [`imara-diff` documentation](https://docs.rs/imara-diff),	COMMENT
LOW	gix-diff/src/blob/mod.rs	21	/// ```	COMMENT
LOW	gix-diff/src/blob/mod.rs	61	}	COMMENT
LOW	gix-diff/src/blob/mod.rs	81	/// Please note that we don't make this call ourselves, but use it to determine that we should not run the our stand	COMMENT
LOW	gix-diff/src/blob/mod.rs	101	/// the content is considered binary.	COMMENT
LOW	gix-diff/src/blob/mod.rs	121	path: PathBuf,	COMMENT
LOW	gix-diff/src/blob/pipeline.rs	41	}	COMMENT
LOW	gix-diff/src/blob/pipeline.rs	61	/// Note that technically, the size isn't always representative of the same 'state' of the	COMMENT
LOW	gix-diff/src/blob/pipeline.rs	81	#[derive(Default, Clone, Copy, PartialEq, Eq, Debug, Hash, Ord, PartialOrd)]	COMMENT
LOW	gix-diff/src/blob/pipeline.rs	161	}	COMMENT
954 more matches not shown…

AI Slop Vocabulary14 hits · 46 pts

Severity	File	Line	Snippet	Context
MEDIUM	Cargo.toml	44	## When used in conjunction with `http-client-curl-rustls`, the `openssl` crates will still be compiled, but won't be us	COMMENT
MEDIUM⚡	gix-transport/Cargo.toml	32	## If used in conjunction with other blocking implementations like `http-client-reqwest`, this one takes precedence.	COMMENT
MEDIUM⚡	gix-transport/Cargo.toml	35	## If used in conjunction with `http-client-curl-openssl`, this feature will take precedence.	COMMENT
MEDIUM⚡	gix-transport/Cargo.toml	38	## If used in conjunction with `http-client-curl-rust-tls`, the `rust-tls` feature will take precedence.	COMMENT
MEDIUM	gix-transport/Cargo.toml	58	## Suitable for implementing your own transports while using git's way of communication, typically in conjunction with a	COMMENT
MEDIUM	gix-transport/Cargo.toml	131	## If used in conjunction with `async-client`, the `connect()` method will become available along with supporting the gi	COMMENT
MEDIUM	gix-imara-diff/Cargo.toml	37	# harness = false	COMMENT
MEDIUM	gix/Cargo.toml	271	## Make certain data structure threadsafe (or `Sync`) to facilitate multithreading. Further, many algorithms will now us	COMMENT
MEDIUM	gix/src/lib.rs	71	//! to understand which cache levels exist and how to leverage them.	COMMENT
MEDIUM	gix/src/revision/walk.rs	163	/// Note that we automatically leverage the commitgraph data structure, but if you know that additional information	COMMENT
MEDIUM	gix-hashtable/src/lib.rs	54	/// A Hasher for usage with `HashMap` keys that are already robust hashes (like an `ObjectId`).	COMMENT
MEDIUM	gix-hashtable/src/lib.rs	94	/// A Hasher for usage with `HashMap` keys that are already robust hashes (like an `ObjectId`).	COMMENT
MEDIUM	gix-hashtable/src/lib.rs	107	/// A `HashMap` for usage with keys that are already robust hashes (like an `ObjectId`).	COMMENT
MEDIUM	gix-hashtable/src/lib.rs	110	/// A `HashSet` for usage with keys that are already robust hashes (like an `ObjectId`).	COMMENT

Fake / Example Data18 hits · 24 pts

Severity	File	Line	Snippet	Context
LOW	gix-imara-diff/src/lib.rs	113	//! let after = r#"// lorem ipsum	COMMENT
LOW	gix-imara-diff/src/lib.rs	134	//! +// lorem ipsum	COMMENT
LOW	gix/tests/gix/repository/object.rs	945	config.set_value(&gix::config::tree::User::EMAIL, "user@example.com")?;	CODE
LOW	gix/tests/gix/repository/config/identity.rs	23	assert_eq!(committer.email, "user@example.com", "configured user email must win");	CODE
LOW	gix/tests/gix/repository/config/identity.rs	73	committer.email, "user@example.com",	CODE
LOW	gix/tests/gix/repository/config/identity.rs	82	author.email, "user@example.com",	CODE
LOW⚡	gix-mailmap/tests/mailmap/snapshot.rs	23	Some(signature("Jane Doe", "jane@example.com")),	CODE
LOW⚡	gix-mailmap/tests/mailmap/snapshot.rs	28	Some(signature("Jane Doe", "jane@example.com")),	CODE
LOW⚡	gix-mailmap/tests/mailmap/snapshot.rs	34	Some(signature("Jane Doe", "jane@example.com")),	CODE
LOW⚡	gix-mailmap/tests/mailmap/snapshot.rs	63	Entry::change_name_and_email_by_name_and_email("Jane Doe", "jane@example.com", "Jane", "bugs@example.com"),	CODE
LOW⚡	gix-mailmap/tests/mailmap/snapshot.rs	70	Entry::change_name_and_email_by_email("Jane Doe", "jane@example.com", "jane@desktop.(none)"),	CODE
LOW⚡	gix-mailmap/tests/mailmap/snapshot.rs	72	Entry::change_name_and_email_by_email("Jane Doe", "jane@example.com", "jane@laptop.(none)"),	CODE
LOW⚡	gix-mailmap/tests/mailmap/parse.rs	31	Entry::change_name_and_email_by_email("Jane Doe", "jane@example.com", "jane@laptop.(none)"),	CODE
LOW⚡	gix-mailmap/tests/mailmap/parse.rs	32	Entry::change_name_and_email_by_email("Jane Doe", "jane@example.com", "jane@desktop.(none)"),	CODE
LOW⚡	gix-mailmap/tests/mailmap/parse.rs	33	Entry::change_name_and_email_by_name_and_email("Jane Doe", "jane@example.com", "Jane", "bugs@example.com"),	CODE
LOW	gix-mailmap/src/lib.rs	24	//! assert_eq!(resolved.name, "Jane Doe");	COMMENT
LOW	gix-tix/src/edit/stash.rs	439	git(fixture.path(), &["config", "user.email", "user@example.com"])?;	CODE
LOW	gix-tix/src/edit/stash.rs	501	git(fixture.path(), &["config", "user.email", "user@example.com"])?;	CODE

Self-Referential Comments4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/release.yml	30	# Create a draft release, initially with no binary assets attached.	COMMENT
MEDIUM	.github/workflows/ci.yml	142	# Define the wrapper script for a compiler driver (for cc1 or cc1plus). This wrapper	COMMENT
MEDIUM	.github/workflows/ci.yml	158	# Define the script that performs the wrapping. This script shall be run once for each	COMMENT
MEDIUM	.github/workflows/ci.yml	171	# Define a helper file that, when sourced, wires up the `~/display` symlink `wrapper1`	COMMENT

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	gix/src/submodule/mod.rs	138	.try_into_recurse_submodules(self.state.repo.config.resolved.boolean("fetch.recurseSubmodules"))?,	CODE

Slop Phrases4 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	gix-merge/tests/merge/tree/mod.rs	34	/// 1. Add it to the `tree_baseline.sh` script and don't forget to call the	COMMENT
LOW	gix-merge/tests/merge/tree/mod.rs	237	"BUG: update this number, and don't forget to remove a filter in the end"	CODE
MEDIUM	gix/src/repository/worktree.rs	56	/// It's worth noting that a bare repository may have one or more linked worktrees, but has no main worktree,	COMMENT
MEDIUM	.github/workflows/codeql.yml	72	# If you are analyzing a compiled language, you can modify the 'build-mode' for that language to customize how	COMMENT

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	gix-protocol/src/fetch/response/mod.rs	31	/// The name of the ref, as requested by the client as a `want-ref` argument.	COMMENT

Decorative Section Separators1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	gix-pack/tests/pack/bundle.rs	344	/// increasing pack offset ────────────────────────────────────────────────►	COMMENT

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	gix-url/src/parse.rs	286	// TODO: implement UNC path special case	COMMENT

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	etc/corpus/clone-repos.sh	3	# Check if there is input on stdin	COMMENT

GitoxideLabs/gitoxide

Open-Source Code Quality, Security and Technical Debt Review